{"id":6393,"date":"2025-10-17T13:28:01","date_gmt":"2025-10-17T05:28:01","guid":{"rendered":"https:\/\/nullthought.net\/?p=6393"},"modified":"2025-10-17T13:28:04","modified_gmt":"2025-10-17T05:28:04","slug":"rag-anything-%e9%9d%a2%e5%90%91%e4%b8%80%e5%88%87%e6%a8%a1%e6%80%81%e7%9a%84%e7%bb%9f%e4%b8%80-rag-%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6393","title":{"rendered":"RAG-Anything: \u201c\u9762\u5411\u4e00\u5207\u6a21\u6001\u201d\u7684\u7edf\u4e00 RAG \u6846\u67b6"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2510.12323\" target=\"_blank\" rel=\"noreferrer noopener\">RAG-Anything: All-in-One RAG Framework<\/a><\/strong>\u63d0\u51fa RAG-Anything\uff0c\u4e00\u4e2a\u201c\u9762\u5411\u4e00\u5207\u6a21\u6001\u201d\u7684\u7edf\u4e00 <a href=\"https:\/\/nullthought.net\/?tag=rag\" target=\"_blank\" rel=\"noreferrer noopener\">RAG <\/a>\u6846\u67b6\uff0c\u7528\u4e8e\u5f25\u5408\u73b0\u5b9e\u4e16\u754c\u591a\u6a21\u6001\u77e5\u8bc6\u5e93\uff08\u6587\u672c\u3001\u56fe\u7247\/\u56fe\u8868\u3001\u8868\u683c\u3001\u516c\u5f0f\uff09\u4e0e\u73b0\u6709\u4ee5\u7eaf\u6587\u672c\u4e3a\u4e2d\u5fc3\u7684 RAG \u65b9\u6848\u4e4b\u95f4\u7684\u9519\u914d\u3002\u4f5c\u8005\u6307\u51fa\uff0c\u628a\u591a\u6a21\u6001\u5185\u5bb9\u7b80\u5355\u201c\u8f6c\u6587\u5b57\u201d\u4f1a\u4e22\u5931\u91cd\u8981\u7ed3\u6784\u4e0e\u8bed\u4e49\uff08\u5982\u56fe\u8868\u5e03\u5c40\u3001\u5750\u6807\u8f74\/\u56fe\u4f8b\u5173\u8054\u3001\u8868\u683c\u7684\u884c\u5217\u5c42\u7ea7\u3001\u516c\u5f0f\u7684\u7b26\u53f7\u4f9d\u8d56\uff09\uff0c\u56e0\u800c\u5728\u79d1\u7814\u3001\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u5ea6\u4f9d\u8d56\u975e\u6587\u672c\u8bc1\u636e\u7684\u9886\u57df\u5c24\u5176\u5931\u6548\u3002\u8bba\u6587\u56f4\u7ed5\u4e09\u5927\u6311\u6218\u5c55\u5f00\uff1a\u7edf\u4e00\u8868\u793a\u3001\u7ed3\u6784\u611f\u77e5\u5206\u89e3\u3001\u8de8\u6a21\u6001\u68c0\u7d22\u5bf9\u9f50\u3002\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u628a\u591a\u6a21\u6001\u5185\u5bb9\u89c6\u4e3a\u201c\u76f8\u4e92\u5173\u8054\u7684\u77e5\u8bc6\u5b9e\u4f53\u201d\u800c\u975e\u5b64\u7acb\u6570\u636e\u7c7b\u578b\uff0c\u5e76\u901a\u8fc7\u201c\u53cc\u56fe\u201d\uff08\u8de8\u6a21\u6001\u77e5\u8bc6\u56fe + \u6587\u672c\u77e5\u8bc6\u56fe\uff09\u8868\u793a\u4e0e\u201c\u7ed3\u6784\u5bfc\u822a + \u8bed\u4e49\u5339\u914d\u201d\u7684\u6df7\u5408\u68c0\u7d22\uff0c\u5b9e\u73b0\u5bf9\u957f\u6587\u6863\u3001\u591a\u6a21\u6001\u8bc1\u636e\u7684\u534f\u540c\u68c0\u7d22\u4e0e\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aZirui Guo, Xubin Ren, Lingrui Xu, Jiahao Zhang, Chao Huang\uff0c\u6765\u81eaThe University of Hong Kong\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"493\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-10-1024x493.png\" alt=\"\" class=\"wp-image-6394\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-10-1024x493.png 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-10-300x144.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-10-768x370.png 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/10\/image-10.png 1195w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2510.12323\" target=\"_blank\" rel=\"noreferrer noopener\">RAG-Anything: All-in-One RAG Framework<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e00\u3001\u603b\u4f53\u6846\u67b6\u4e0e\u7ec4\u4ef6<\/h5>\n\n\n\n<p>RAG-Anything \u7684\u6d41\u6c34\u7ebf\u5305\u542b\u4e09\u5927\u6a21\u5757\uff1a\u2460\u201c\u591a\u6a21\u6001\u77e5\u8bc6\u7edf\u4e00\u8868\u793a\u201d\u628a\u539f\u59cb\u6587\u6863\u89e3\u6790\u4e3a\u4fdd\u7559\u4e0a\u4e0b\u6587\u4e0e\u5c42\u7ea7\u5173\u7cfb\u7684\u539f\u5b50\u5355\u5143\uff1b\u2461\u201c\u8de8\u6a21\u6001\u6df7\u5408\u68c0\u7d22\u201d\u5e76\u884c\u505a\u7ed3\u6784\u5316\u56fe\u5bfc\u822a\u4e0e\u7a20\u5bc6\u8bed\u4e49\u76f8\u4f3c\u68c0\u7d22\uff0c\u5e76\u878d\u5408\u591a\u4fe1\u53f7\u6392\u5e8f\uff1b\u2462\u201c\u4ece\u68c0\u7d22\u5230\u7efc\u5408\u201d\u9636\u6bb5\u628a\u68c0\u7d22\u5230\u7684\u6587\u672c\u4e0a\u4e0b\u6587\u4e0e\u53cd\u6307\u5230\u7684\u539f\u59cb\u53ef\u89c6\u5185\u5bb9\u5171\u540c\u8f93\u5165 <a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">VLM<\/a>\/LLM \u4ee5\u751f\u6210\u6709\u636e\u53ef\u4f9d\u7684\u7b54\u6848\u3002\u6574\u5957\u67b6\u6784\u4ee5\u201c\u53cc\u56fe\u7ed3\u6784\u201d\u4e3a\u9aa8\u67b6\uff0c\u5e76\u914d\u5957\u5411\u91cf\u8868\uff0c\u5b9e\u73b0\u7ed3\u6784\u4e0e\u8bed\u4e49\u7684\u53cc\u901a\u9053\u53ec\u56de\u4e0e\u4e92\u8865\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e8c\u3001\u5173\u952e\u6280\u672f\u4e00\uff1a\u591a\u6a21\u6001\u77e5\u8bc6\u7edf\u4e00\u8868\u793a<\/h5>\n\n\n\n<p>\u4f5c\u8005\u5c06\u6bcf\u4e2a\u77e5\u8bc6\u6e90\u5206\u89e3\u4e3a\u539f\u5b50\u5185\u5bb9\u5355\u5143 c<sub>j<\/sub>=(t<sub>j<\/sub>,x<sub>j<\/sub>)\uff0c\u5176\u4e2d t<sub>j<\/sub>\u2208{text,image,table,equation,\u2026\u2009}\uff0cx<sub>j\u200b<\/sub> \u662f\u6a21\u6001\u611f\u77e5\u7684\u5185\u5bb9\u8868\u793a\uff1b\u540c\u65f6\u4fdd\u7559\u5c40\u90e8\u90bb\u57df C<sub>j<\/sub> \u4ee5\u523b\u753b\u5c42\u7ea7\u4e0e\u987a\u5e8f\u5173\u7cfb\u3002\u4e0d\u540c\u6a21\u6001\u7531\u4e13\u7528\u89e3\u6790\u5668\u62bd\u53d6\uff1a\u6587\u672c\u6309\u6bb5\u843d\/\u6761\u76ee\u5207\u5206\uff1b\u56fe\u50cf\u8fde\u540c\u6807\u9898\u3001\u56fe\u4f8b\u3001\u4ea4\u53c9\u5f15\u7528\u62bd\u53d6\uff1b\u8868\u683c\u89e3\u6790\u51fa\u8868\u5934-\u5355\u5143\u683c-\u5355\u4f4d\u7684\u7ed3\u6784\uff1b\u516c\u5f0f\u8f6c\u6210\u53ef\u8ba1\u7b97\/\u53ef\u5bf9\u9f50\u7684\u7b26\u53f7\u8868\u793a\u3002\u8fd9\u6837\u65e2\u201c\u683c\u5f0f\u5f52\u4e00\u201d\uff0c\u53c8\u201c\u4e0a\u4e0b\u6587\u4e0d\u4e22\u201d\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e09\u3001\u5173\u952e\u6280\u672f\u4e8c\uff1a\u53cc\u56fe\u6784\u5efa\uff08Dual-Graph\uff09<\/h5>\n\n\n\n<p>\uff081\uff09\u8de8\u6a21\u6001\u77e5\u8bc6\u56fe\uff1a\u628a\u975e\u6587\u672c\u539f\u5b50\u5355\u5143\uff08\u56fe\u3001\u8868\u3001\u516c\u5f0f\uff09\u4f5c\u4e3a\u951a\u70b9\u8282\u70b9 v<sub>j<\/sub><sup>mm<\/sup>\uff0c\u5e76\u5229\u7528 <a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">VLM <\/a>\u751f\u6210\u4e24\u7c7b\u6587\u672c\u8868\u793a\uff1a\u9762\u5411\u68c0\u7d22\u7684\u8be6\u7ec6\u63cf\u8ff0 d<sub>j<\/sub><sup>chunk<\/sup>\u200b \u4e0e\u56fe\u8c31\u62bd\u53d6\u53cb\u597d\u7684\u5b9e\u4f53\u6458\u8981 e<sub>j<\/sub><sup>entity<\/sup>\u200b\u3002\u4ece d<sub>j<\/sub><sup>chunk<\/sup> \u4e2d\u62bd\u53d6\u7ec6\u7c92\u5ea6\u5b9e\u4f53\u4e0e\u5173\u7cfb (V<sub>j<\/sub>,E<sub>j<\/sub>)\uff0c\u5e76\u901a\u8fc7 belongs_to \u8fb9\u628a\u5b83\u4eec\u6302\u63a5\u5230\u5bf9\u5e94\u7684\u951a\u70b9\u8282\u70b9\uff0c\u663e\u5f0f\u4fdd\u7559\u201c\u5b50\u56fe-\u5230-\u591a\u6a21\u6001\u5b9e\u4f8b\u201d\u7684\u4f9d\u9644\u5173\u7cfb\u3002<br>\uff082\uff09\u6587\u672c\u77e5\u8bc6\u56fe\uff1a\u5bf9\u6587\u672c\u5757\u76f4\u63a5\u505a\u5b9e\u4f53\/\u5173\u7cfb\u62bd\u53d6\uff0c\u5f62\u6210\u4f20\u7edf\u6587\u672c\u56fe\u3002<br>\u53cc\u56fe\u5206\u5de5\u660e\u786e\uff1a\u8de8\u6a21\u6001\u56fe\u4fdd\u8bc1\u201c\u89c6\u89c9\/\u8868\u683c\/\u516c\u5f0f\u201d\u88ab\u6b63\u786e\u951a\u5b9a\u4e8e\u5176\u8bed\u5883\uff0c\u6587\u672c\u56fe\u8986\u76d6\u7ec6\u7c92\u5ea6\u8bed\u4e49\u5173\u7cfb\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u56db\u3001\u5173\u952e\u6280\u672f\u4e09\uff1a\u56fe\u878d\u5408\u4e0e\u7d22\u5f15<\/h5>\n\n\n\n<p>\u5148\u505a\u5b9e\u4f53\u5bf9\u9f50\uff08\u4ee5\u5b9e\u4f53\u540d\u4e3a\u4e3b\u952e\uff09\u628a\u4e24\u5f20\u56fe\u5408\u5e76\u4e3a\u7edf\u4e00\u56fe G=(V,E)\uff0c\u540c\u65f6\u4e3a\u201c\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u539f\u5b50\u5757\u201d\u7edf\u4e00\u751f\u6210\u7a20\u5bc6\u5411\u91cf\u8868\u793a\uff0c\u5f62\u6210\u5d4c\u5165\u8868 T={emb(s)}\u3002\u6700\u7ec8\u5f97\u5230\u68c0\u7d22\u7d22\u5f15 I=(G,T)\uff1a\u65e2\u53ef\u6309\u56fe\u7ed3\u6784\u591a\u8df3\u5bfc\u822a\uff0c\u4e5f\u53ef\u5728\u5171\u4eab\u5411\u91cf\u7a7a\u95f4\u5185\u505a\u8de8\u6a21\u6001\u76f8\u4f3c\u53ec\u56de\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e94\u3001\u5173\u952e\u6280\u672f\u56db\uff1a\u8de8\u6a21\u6001\u6df7\u5408\u68c0\u7d22<\/h5>\n\n\n\n<p>\uff081\uff09\u6a21\u6001\u611f\u77e5\u7684\u67e5\u8be2\u7f16\u7801\uff1a\u4ece\u67e5\u8be2\u4e2d\u89e3\u6790\u6a21\u6001\u7ebf\u7d22\uff08\u5982\u201cfigure\/\u8868\/\u516c\u5f0f\u201d\uff09\uff0c\u5e76\u7f16\u7801\u6210\u4e0e\u7d22\u5f15\u4e00\u81f4\u7684\u6587\u672c\u5d4c\u5165 e<sub>q\u200b<\/sub>\u3002<br>\uff082\uff09\u7ed3\u6784\u77e5\u8bc6\u5bfc\u822a\uff1a\u5728 G \u4e2d\u505a\u5b9e\u4f53\u5339\u914d\u4e0e\u90bb\u57df\u6269\u5f20\uff08\u53d7 hop \u9650\u5236\uff09\uff0c\u4f18\u5148\u53d1\u73b0\u663e\u5f0f\u7684\u8de8\u6a21\u6001\/\u591a\u8df3\u5173\u7cfb\u8bc1\u636e\uff0c\u5f97\u5230\u5019\u9009\u96c6 C<sub>stru<\/sub>(q)\u3002<br>\uff083\uff09\u8bed\u4e49\u76f8\u4f3c\u5339\u914d\uff1a\u7528 e<sub>q<\/sub>\u200b \u5728\u5d4c\u5165\u8868 TTT \u4e0a\u505a\u5411\u91cf\u8fd1\u90bb\u68c0\u7d22\uff0c\u8de8\u5b9e\u4f53\u3001\u5173\u7cfb\u4e0e\u539f\u5b50\u5757\u8fdb\u884c\u201c\u9690\u6027\u8bed\u4e49\u201d\u53ec\u56de\uff0c\u5f97 C<sub>seman<\/sub>(q)\u3002<br>\uff084\uff09\u591a\u4fe1\u53f7\u878d\u5408\u6392\u5e8f\uff1a\u628a\u7ed3\u6784\u91cd\u8981\u6027\u3001\u8bed\u4e49\u76f8\u4f3c\u5ea6\u4e0e\u201c\u67e5\u8be2\u63a8\u65ad\u7684\u6a21\u6001\u504f\u597d\u201d\u8054\u5408\u6210\u6253\u5206\uff0c\u8f93\u51fa\u6700\u7ec8\u5019\u9009 C\u22c6(q)\u3002\u8fd9\u79cd\u201c\u53cc\u901a\u9053 + \u878d\u5408\u201d\u7684\u67b6\u6784\uff0c\u517c\u987e\u201c\u663e\u5f0f\u7ed3\u6784\u8bc1\u636e\u201d\u4e0e\u201c\u9690\u5f0f\u8bed\u4e49\u76f8\u4f3c\u201d\uff0c\u5c24\u5176\u9002\u5408\u8bc1\u636e\u5206\u6563\u5728\u591a\u6a21\u6001\u3001\u8de8\u9875\u957f\u6587\u6863\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u516d\u3001\u5173\u952e\u6280\u672f\u4e94\uff1a\u4ece\u68c0\u7d22\u5230\u7efc\u5408\u751f\u6210<\/h5>\n\n\n\n<p>\u4e3a <a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">VLM <\/a>\u6784\u9020\u4e24\u7c7b\u6761\u4ef6\uff1a\u4e00\u662f\u628a C\u22c6(q) \u7684\u6587\u672c\u5316\u8868\u793a\uff08\u5b9e\u4f53\u6458\u8981\u3001\u5173\u7cfb\u63cf\u8ff0\u3001\u5757\u6587\u672c\uff09\u6309\u6a21\u6001\/\u5c42\u7ea7\u6ce8\u91ca\u540e\u4e32\u8054\u4e3a\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\uff1b\u4e8c\u662f\u5bf9\u547d\u4e2d\u7684\u591a\u6a21\u6001\u5757\u505a\u201c\u53cd\u6307\u201d\u53d6\u56de\u539f\u56fe\/\u539f\u8868\/\u539f\u516c\u5f0f\u5185\u5bb9 V\u22c6(q)\u3002<a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">VLM <\/a>\u540c\u65f6\u6761\u4ef6\u5316\u4e8e\u67e5\u8be2\u3001\u6587\u672c\u4e0a\u4e0b\u6587\u4e0e\u89c6\u89c9\u5185\u5bb9\uff0c\u5b9e\u73b0\u201c\u770b\u5f97\u5230\u771f\u6b63\u7684\u56fe\u8868\u201d\uff0c\u800c\u4e0d\u662f\u4ec5\u51ed\u56fe\u8868\u7684\u6587\u672c\u63cf\u8ff0\u201c\u60f3\u8c61\u201d\u7ec6\u8282\uff0c\u4ece\u800c\u63d0\u5347\u53ef\u89c6\u8bed\u4e49\u4e0e\u4e8b\u5b9e\u5bf9\u9f50\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e03\u3001\u5b9e\u9a8c\u8bbe\u7f6e<\/h5>\n\n\n\n<p>\u6570\u636e\u96c6\uff1aDocBench\uff08229 \u4efd\u6587\u6863\u30011102 \u95ee\u9898\u3001\u5e73\u5747 66 \u9875\u3001\u7ea6 4.64 \u4e07 token\uff0c\u6db5\u76d6\u5b66\u672f\/\u91d1\u878d\/\u653f\u5e9c\/\u6cd5\u5f8b\/\u65b0\u95fb\uff09\u4e0e MMLongBench-Doc\uff08135 \u4efd\u6587\u6863\u30011082 \u95ee\u9898\u30017 \u7c7b\u6587\u6863\uff0c\u5f3a\u8c03\u957f\u4e0a\u4e0b\u6587\uff09\u3002\u57fa\u7ebf\u5305\u62ec GPT-4o-mini\u3001LightRAG\u3001MMGraphRAG\u3002\u89e3\u6790\u5668\u91c7\u7528 MinerU\uff1b\u68c0\u7d22\u5d4c\u5165\u4f7f\u7528 text-embedding-3-large\uff083072 \u7ef4\uff09\uff0c\u91cd\u6392\u5e8f\u7528 bge-reranker-v2-m3\uff1b\u5bf9\u56fe\u8c31\u7c7b\u65b9\u6cd5\u8bbe\u7f6e\u5b9e\u4f53+\u5173\u7cfb\u4e0e chunk \u7684 token \u4e0a\u9650\u3002\u8bc4\u6d4b\u7531 GPT-4o-mini \u505a\u4e00\u81f4\u6027\u5224\u5b9a\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u516b\u3001\u4e3b\u8981\u7ed3\u679c\u4e0e\u53d1\u73b0<\/h5>\n\n\n\n<p>\u5728 DocBench \u4e0a\uff0cRAG-Anything \u603b\u4f53\u51c6\u786e\u7387 63.4%\uff0c\u4f18\u4e8e LightRAG\uff0858.4%\uff09\u4e0e MMGraphRAG\uff0861.0%\uff09\u53ca\u76f4\u63a5\u5927\u6a21\u578b\u5904\u7406\uff0851.2%\uff09\uff1b\u5728 MMLongBench \u4e0a\uff0c\u603b\u4f53 42.8%\uff0c\u540c\u6837\u9886\u5148\u4e8e\u5bf9\u6bd4\u65b9\u6cd5\uff0833.5%\uff5e38.9%\uff09\u3002\u66f4\u5173\u952e\u7684\u662f\u201c\u957f\u5ea6\u97e7\u6027\u201d\uff1a\u6587\u6863\u8d8a\u957f\u3001\u8de8\u9875\u8d8a\u591a\u3001\u6a21\u6001\u8d8a\u590d\u6742\uff0c\u4f18\u52bf\u8d8a\u663e\u8457\uff08\u4f8b\u5982 DocBench \u7684 100+ \u9875\u6bb5\uff0c\u9886\u5148\u5e45\u5ea6\u53ef\u8fbe\u5341\u4f59\u767e\u5206\u70b9\uff09\u3002\u8fd9\u5370\u8bc1\u4e86\u201c\u53cc\u56fe + \u6df7\u5408\u68c0\u7d22\u201d\u5728\u957f\u6587\u6863\u591a\u6a21\u6001\u8bc1\u636e\u805a\u5408\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u4e5d\u3001\u6d88\u878d\u5b9e\u9a8c<\/h5>\n\n\n\n<p>\u4e24\u7ec4\u6d88\u878d\u51f8\u663e\u4e86\u201c\u7ed3\u6784\u4f18\u5148\u201d\u7684\u4ef7\u503c\uff1a<br>\uff081\uff09Chunk-only\uff08\u65e0\u56fe\u8c31\uff0c\u4ec5\u4f20\u7edf\u5757\u68c0\u7d22\uff09\u964d\u81f3 60.0%\uff0c\u8bf4\u660e\u4ec5\u51ed\u5411\u91cf\u68c0\u7d22\u96be\u4ee5\u6355\u6349\u8de8\u6a21\u6001\u4e0e\u5e03\u5c40\u5173\u7cfb\uff1b<br>\uff082\uff09\u53bb\u9664\u91cd\u6392\u5e8f\uff08w\/o Reranker\uff09\u4ec5\u5c0f\u5e45\u56de\u9000\u81f3 62.4%\uff0c\u8868\u660e\u4e3b\u8981\u589e\u76ca\u6765\u81ea\u201c\u56fe\u7ed3\u6784\u8868\u793a + \u8de8\u6a21\u6001\u878d\u5408\u201d\uff0c\u91cd\u6392\u5e8f\u8d77\u7cbe\u4fee\u4f5c\u7528\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u3001\u6848\u4f8b\u5256\u6790<\/h5>\n\n\n\n<p>\uff081\uff09\u591a\u5b50\u56fe\u53ef\u89c6\u6bd4\u8f83\uff1a\u8bba\u6587\u5c55\u793a\u4e86 t-SNE \u591a\u9762\u677f\u56fe\u7684\u95ee\u7b54\uff0c\u8bb8\u591a\u57fa\u7ebf\u4f1a\u6df7\u6dc6\u201c\u98ce\u683c\u7a7a\u95f4\u201d\u4e0e\u201c\u5185\u5bb9\u7a7a\u95f4\u201d\u9762\u677f\uff1bRAG-Anything \u901a\u8fc7\u201c\u9762\u677f-\u5750\u6807\u8f74-\u56fe\u4f8b-\u6807\u9898\u201d\u7684\u7ed3\u6784\u56fe\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u5230\u6b63\u786e\u5b50\u56fe\u5e76\u5f97\u51fa\u6b63\u786e\u6bd4\u8f83\u7ed3\u8bba\u3002<br>\uff082\uff09\u91d1\u878d\u8868\u683c\u53d6\u503c\uff1a\u95ee\u9898\u8981\u6c42\u5728\u201c\u5de5\u8d44\u4e0e\u85aa\u916c\u201d\u884c\u3001\u201c2020 \u5e74\u201d\u5217\u53d6\u503c\u3002\u65b9\u6cd5\u628a\u8868\u683c\u89e3\u6790\u4e3a\u201c\u8868\u5934-\u5355\u5143\u683c-\u5355\u4f4d\u201d\u7684\u6709\u5411\u5173\u7cfb\u7f51\uff08row-of\/column-of\/header-applies-to\/unit-of\uff09\uff0c\u907f\u514d\u8fd1\u4e49\u884c\u9879\u4e0e\u591a\u5e74\u4efd\u5217\u7684\u6b67\u4e49\uff0c\u6b63\u786e\u843d\u70b9\u5230\u76ee\u6807\u5355\u5143\u683c\u3002\u4ee5\u4e0a\u90fd\u4f53\u73b0\u4e86\u201c\u7ed3\u6784\u5316\u5bf9\u9f50\u201d\u4f18\u4e8e\u201c\u6587\u672c\u5c55\u5e73\u201d\u7684\u672c\u8d28\u5dee\u5f02\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u4e00\u3001\u4e0e\u76f8\u5173\u5de5\u4f5c\u7684\u5b9a\u4f4d<\/h5>\n\n\n\n<p>\u76f8\u6bd4 LightRAG\/GraphRAG \u7b49\u201c\u6587\u672c\u4f18\u5148\u201d\u7684\u56fe\u589e\u5f3a RAG\uff0c\u672c\u5de5\u4f5c\u663e\u5f0f\u628a\u56fe\u3001\u8868\u3001\u516c\u5f0f\u5347\u7ea7\u4e3a\u201c\u4e00\u7b49\u516c\u6c11\u201d\uff0c\u5e76\u4ee5\u8de8\u6a21\u6001\u56fe\u951a\u5b9a\u5176\u4e0e\u8bed\u5883\u7684\u5173\u7cfb\uff1b\u76f8\u8f83\u4ec5\u628a\u56fe\u50cf\u5e76\u5165\u7684 MMGraphRAG\uff0c\u672c\u6587\u8fdb\u4e00\u6b65\u628a\u8868\u683c\/\u516c\u5f0f\u7ed3\u6784\u5316\u4e3a\u5b9e\u4f53-\u5173\u7cfb\uff0c\u51cf\u5c11\u201c\u628a\u8868\u5f53\u6bb5\u843d\u201d\u7684\u4fe1\u606f\u635f\u5931\uff1b\u76f8\u8f83\u628a\u7248\u9762\u8f6c\u4e3a\u6574\u9875\u56fe\u50cf\u5582\u7ed9\u5927\u6a21\u578b\u7684\u65b9\u6848\uff08\u5982\u57fa\u4e8e\u7248\u9762\u56fe\u7684\u68c0\u7d22\uff09\uff0c\u672c\u6587\u901a\u8fc7\u201c\u53cd\u6307\u539f\u5185\u5bb9 + \u53cc\u56fe\u7ed3\u6784\u201d\u5728\u53ef\u89c6\u8bed\u4e49\u4e0e\u7ed3\u6784\u7ea6\u675f\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u4e8c\u3001\u5c40\u9650\u4e0e\u672a\u6765\u65b9\u5411<\/h5>\n\n\n\n<p>\u4f5c\u8005\u5728\u5931\u8d25\u6848\u4f8b\u4e2d\u603b\u7ed3\u4e24\u7c7b\u7cfb\u7edf\u6027\u96be\u70b9\uff1a\uff081\uff09\u6587\u672c\u504f\u7f6e\uff1a\u5f53\u67e5\u8be2\u9700\u8981\u89c6\u89c9\u8bc1\u636e\u65f6\uff0c\u68c0\u7d22\u4ecd\u504f\u5411\u6587\u672c\u7247\u6bb5\uff0c\u5bfc\u81f4\u7c92\u5ea6\u9519\u914d\uff1b\uff082\uff09\u7a7a\u95f4\u5904\u7406\u50f5\u5316\uff1a\u6309\u201c\u4ece\u4e0a\u5230\u4e0b\u3001\u4ece\u5de6\u5230\u53f3\u201d\u7684\u9ed8\u8ba4\u626b\u63cf\u5728\u975e\u5e38\u89c4\u5e03\u5c40\uff08\u5408\u5e76\u5355\u5143\u683c\u3001\u5f02\u5f62\u8868\u3001\u8de8\u5217\u6ce8\u89e3\u3001\u6d41\u7a0b\/\u7ba1\u7ebf\u56fe\uff09\u4e0a\u6613\u5931\u6548\u3002\u672a\u6765\u9700\u8981\u66f4\u5f3a\u7684\u5e03\u5c40\u81ea\u9002\u5e94\u89e3\u6790\u3001\u8de8\u6a21\u6001\u6ce8\u610f\u529b\u5bf9\u9f50\uff0c\u4ee5\u53ca\u5728\u201c\u7ed3\u6784\u566a\u58f0\u201d\u573a\u666f\u4e0b\u7684\u9c81\u68d2\u53ec\u56de\u4e0e\u53ef\u4fe1\u88c1\u51b3\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u4e09\u3001\u5b9e\u73b0\u843d\u5730\u4e0e\u5de5\u7a0b\u5efa\u8bae\uff08\u9762\u5411\u591a\u6a21\u6001\u4f01\u4e1a\u6587\u6863\u5e93\uff09<\/h5>\n\n\n\n<p>1\uff09\u89e3\u6790\u4e0e\u6e05\u6d17\uff1a\u91c7\u7528\u7248\u9762\u89e3\u6790\u5668\uff08MinerU \u540c\u7c7b\uff09\u62bd\u53d6\u6587\u672c\/\u56fe\/\u8868\/\u516c\u5f0f\u4e0e\u4ea4\u53c9\u5f15\u7528\uff1b\u4fdd\u7559\u9875\u53f7\u3001\u5750\u6807\u3001\u6807\u9898\u5c42\u7ea7\u3001\u8868\u5934\u5c42\u7ea7\u3001\u5355\u4f4d\u3002<br>2\uff09\u53cc\u56fe\u751f\u6210\uff1a\u5bf9\u975e\u6587\u672c\u5757\u751f\u6210\u201c\u68c0\u7d22\u63cf\u8ff0 + \u5b9e\u4f53\u6458\u8981\u201d\uff0c\u62bd\u53d6\u5b9e\u4f53\/\u5173\u7cfb\u5e76\u6302\u63a5\u5230\u591a\u6a21\u6001\u951a\u70b9\uff1b\u5bf9\u6587\u672c\u5757\u76f4\u63a5\u505a NER\/RE\uff1b\u505a\u5b9e\u4f53\u540d\u6d88\u6b67\u4e0e\u5408\u5e76\u3002<br>3\uff09\u7d22\u5f15\u4e0e\u5b58\u50a8\uff1a\u4ee5\u56fe\u6570\u636e\u5e93\/\u56fe\u5f15\u64ce\u5b58\u7ed3\u6784\u5c42\uff08G\uff09\uff0c\u4ee5\u5411\u91cf\u5e93\u5b58\u5d4c\u5165\u8868\uff08T\uff09\uff0c\u4e24\u8005\u4ee5\u8de8\u6a21\u6001\u5757 ID \u5bf9\u9f50\uff1b\u51b7\u70ed\u5206\u5c42\u4e0e\u5206\u9875\u7ea7\u53cd\u6307\u4ee5\u63a7\u89c4\u6a21\u3002<br>4\uff09\u68c0\u7d22\u6267\u884c\uff1a\u67e5\u8be2\u89e3\u6790\u6a21\u6001\u504f\u597d \u2192 \u56fe\u4e0a\u5b9e\u4f53\u5b9a\u4f4d\u4e0e K-hop \u6269\u5c55\uff08\u63a7\u5236\u5197\u4f59\uff09\u2192 \u5411\u91cf\u8fd1\u90bb\u8865\u53ec \u2192 \u591a\u4fe1\u53f7\u878d\u5408\u964d\u91cd\u4e0e\u91cd\u6392\u3002<br>5\uff09\u7b54\u6848\u7efc\u5408\uff1a\u628a\u6587\u672c\u8bc1\u636e\u7f16\u6392\u6210\u7ed3\u6784\u5316\u63d0\u793a\uff0c\u540c\u65f6\u53cd\u6307\u539f\u56fe\/\u539f\u8868\/\u539f\u516c\u5f0f\u5582\u5165 <a href=\"https:\/\/nullthought.net\/?p=4920\" target=\"_blank\" rel=\"noreferrer noopener\">VLM<\/a>\uff1b\u4fdd\u7559\u8bc1\u636e\u53ef\u8ffd\u6eaf\uff08\u9875\/\u56fe\/\u8868\/\u5355\u5143\u683c\u5750\u6807\u3001\u5b9e\u4f53\u8def\u5f84\uff09\u3002<br>6\uff09\u8bc4\u6d4b\u4e0e\u8d28\u63a7\uff1a\u6784\u5efa\u591a\u6a21\u6001\u95ee\u7b54\u96c6\uff1b\u5bf9\u957f\u6587\u6863\u5206\u957f\u5ea6\u6876\u8bc4\u6d4b\uff1b\u52a0\u5165\u201c\u7ed3\u6784\u566a\u58f0\u201d\u4e0e\u201c\u8de8\u6a21\u6001\u51b2\u7a81\u201d\u4e13\u9879\u96c6\uff1b\u5f15\u5165\u81ea\u52a8\u5316\u51c6\u786e\u6027\u5ba1\u8bc4\u63d0\u793a\u8bcd\u4e0e\u4eba\u5de5\u62bd\u68c0\u95ed\u73af\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u56db\u3001\u53ef\u590d\u7528 Prompt \u4e0e\u5f00\u53d1\u8d44\u4ea7<\/h5>\n\n\n\n<p>\u8bba\u6587\u5728\u9644\u5f55\u7ed9\u51fa\u4e86\u56fe\u50cf\u3001\u8868\u683c\u3001\u516c\u5f0f\u4e09\u7c7b\u201c\u7ed3\u6784\u5316\u89e3\u6790 Prompt\u201d\u4e0e\u201c\u7edf\u4e00\u51c6\u786e\u6027\u8bc4\u4f30 Prompt\u201d\uff0c\u4fbf\u4e8e\u6807\u51c6\u5316\u77e5\u8bc6\u62bd\u53d6\u4e0e\u4e00\u81f4\u6027\u5224\u5206\uff1b\u5de5\u7a0b\u4e0a\u53ef\u76f4\u63a5\u628a\u8fd9\u4e9b\u6a21\u677f\u5316\u5230\u89e3\u6790\u4e0e\u8bc4\u6d4b\u6d41\u6c34\u7ebf\u4e2d\uff0c\u5feb\u901f\u590d\u73b0\u8bba\u6587\u80fd\u529b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u4e94\u3001\u5178\u578b\u573a\u666f\u7684\u7ed3\u5408\u5efa\u8bae<\/h5>\n\n\n\n<p>\u9488\u5bf9\u5e38\u89c1\u7684\u957f\u7bc7\u6280\u672f\u89c4\u8303\u3001\u8d22\u52a1\/\u8fd0\u7ef4\u62a5\u8868\u3001\u7ed3\u6784\u5316\u70b9\u8868\u4e0e\u542b\u5927\u91cf\u56fe\u793a\u7684\u6280\u672f\u62a5\u544a\uff0c\u53ef\u76f4\u63a5\u590d\u7528\u201c\u53cc\u56fe + \u6df7\u5408\u68c0\u7d22\u201d\u8303\u5f0f\uff1a\u5c06 SCADA \u70b9\u8868\u3001\u4f20\u611f\u5668\u6807\u5b9a\u8868\u505a\u884c-\u5217-\u5355\u4f4d-\u91cf\u7eb2\u5b9e\u4f53\u5316\uff1b\u628a\u7cfb\u7edf\u6846\u56fe\/\u6d41\u7a0b\u56fe\u505a\u201c\u7ec4\u4ef6-\u8fde\u7ebf-\u65b9\u5411\u201d\u56fe\u8c31\u5316\uff1b\u5728\u4e8b\u6545\/\u6545\u969c\u62a5\u544a\u4e2d\u901a\u8fc7\u201c\u9875-\u56fe-\u8868-\u6bb5\u843d\u201d\u8de8\u6a21\u6001\u8def\u5f84\u5b9a\u4f4d\u6839\u56e0\u8bc1\u636e\uff1b\u7b54\u6848\u9636\u6bb5\u53cd\u6307\u5230\u539f\u56fe\u8868\u4e0e\u5355\u5143\u683c\uff0c\u786e\u4fdd\u201c\u53ef\u89c6-\u53ef\u6838\u201d\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">\u5341\u516d\u3001\u603b\u7ed3<\/h5>\n\n\n\n<p>RAG-Anything \u7528\u201c\u591a\u6a21\u6001\u7edf\u4e00\u8868\u793a + \u53cc\u56fe\u7ed3\u6784 + \u7ed3\u6784\u5bfc\u822a\u4e0e\u8bed\u4e49\u5339\u914d\u878d\u5408\u201d\u7684\u8bbe\u8ba1\uff0c\u6709\u6548\u7a81\u7834\u4e86\u6587\u672c\u4e2d\u5fc3 RAG \u5728\u591a\u6a21\u6001\u957f\u6587\u6863\u4e0a\u7684\u74f6\u9888\uff1a\u5b83\u65e2\u80fd\u4ee5\u7ed3\u6784\u5316\u65b9\u5f0f\u5bf9\u9f50\u56fe\/\u8868\/\u516c\u5f0f\u4e0e\u8bed\u5883\uff0c\u53c8\u80fd\u5728\u5171\u4eab\u5d4c\u5165\u7a7a\u95f4\u91cc\u8de8\u6a21\u6001\u53ec\u56de\u6f5c\u5728\u8bc1\u636e\uff1b\u5728 DocBench \u4e0e MMLongBench-Doc \u4e0a\u53d6\u5f97\u5168\u9762\u9886\u5148\uff0c\u5e76\u5728\u8d85\u957f\u6587\u6863\u60c5\u5f62\u4e0b\u663e\u793a\u51fa\u66f4\u5f3a\u97e7\u6027\u3002\u5bf9\u771f\u5b9e\u4f01\u4e1a\u6587\u6863\u5e93\uff08\u79d1\u7814\u3001\u91d1\u878d\u3001\u5de5\u7a0b\u3001\u533b\u7597\u7b49\uff09\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6761\u201c\u4ee5\u7ed3\u6784\u4e3a\u7eb2\u3001\u4ee5\u8bed\u4e49\u4e3a\u7528\u3001\u4ee5\u8bc1\u636e\u53cd\u6307\u4e3a\u51c6\u201d\u7684\u52a1\u5b9e\u8def\u7ebf\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>RAG-Anything on GitHub: <a href=\"https:\/\/github.com\/HKUDS\/RAG-Anything\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/HKUDS\/RAG-Anything<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587RAG-Anything: All-in-One RAG Framework\u63d0\u51fa RAG-Anything [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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